Ranjith6666666
commited on
End of training
Browse files- README.md +71 -0
- config.json +35 -0
- model.safetensors +3 -0
- runs/Jan02_02-34-05_83c59f7ecf91/events.out.tfevents.1735785259.83c59f7ecf91.624.0 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +56 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: google-bert/bert-base-uncased
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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model-index:
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- name: disaster-tweet-teacher
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# disaster-tweet-teacher
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This model is a fine-tuned version of [google-bert/bert-base-uncased](https://huggingface.co/google-bert/bert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4062
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- Accuracy: 0.811
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- Auc: 0.905
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0002
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Auc |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----:|
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| 0.5137 | 1.0 | 263 | 0.4356 | 0.793 | 0.892 |
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| 0.4518 | 2.0 | 526 | 0.3996 | 0.827 | 0.9 |
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| 0.421 | 3.0 | 789 | 0.4352 | 0.804 | 0.9 |
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| 0.4128 | 4.0 | 1052 | 0.4023 | 0.818 | 0.902 |
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| 0.4055 | 5.0 | 1315 | 0.4191 | 0.8 | 0.902 |
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| 0.3988 | 6.0 | 1578 | 0.4112 | 0.809 | 0.901 |
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| 0.4007 | 7.0 | 1841 | 0.4376 | 0.804 | 0.903 |
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| 0.3911 | 8.0 | 2104 | 0.4066 | 0.809 | 0.904 |
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| 0.3966 | 9.0 | 2367 | 0.4185 | 0.811 | 0.904 |
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| 0.3909 | 10.0 | 2630 | 0.4062 | 0.811 | 0.905 |
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### Framework versions
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- Transformers 4.47.1
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- Pytorch 2.5.1+cu121
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- Datasets 3.2.0
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- Tokenizers 0.21.0
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config.json
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{
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"_name_or_path": "google-bert/bert-base-uncased",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "Safe",
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"1": "Not Safe"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"Not Safe": 1,
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"Safe": 0
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.47.1",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:4abe698a6aed7b67da9ae020e98c6dc9ac784e6ef45c3ca72c1a812af0681096
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size 437958648
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runs/Jan02_02-34-05_83c59f7ecf91/events.out.tfevents.1735785259.83c59f7ecf91.624.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:744c44638b64b14a4e81a6f9d6b4a08d5d876fd25598901ae8a6d0f791139119
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size 11354
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"100": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"101": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"102": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"103": {
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"content": "[MASK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"clean_up_tokenization_spaces": false,
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"cls_token": "[CLS]",
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"do_lower_case": true,
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"extra_special_tokens": {},
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:1e7466a857e3e13040f49909b171ec14859938a417029626fc8a203569c35709
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size 5304
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vocab.txt
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